﻿// Accord Datasets Library
// The Accord.NET Framework
// http://accord-framework.net
//
// Copyright © César Souza, 2009-2017
// cesarsouza at gmail.com
//
//    This library is free software; you can redistribute it and/or
//    modify it under the terms of the GNU Lesser General Public
//    License as published by the Free Software Foundation; either
//    version 2.1 of the License, or (at your option) any later version.
//
//    This library is distributed in the hope that it will be useful,
//    but WITHOUT ANY WARRANTY; without even the implied warranty of
//    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
//    Lesser General Public License for more details.
//
//    You should have received a copy of the GNU Lesser General Public
//    License along with this library; if not, write to the Free Software
//    Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA  02110-1301  USA
//

namespace Accord.DataSets
{
    using Accord.DataSets.Base;
    using Accord.Math;
    using System;

    /// <summary>
    ///   Oxford Parkinson's Disease Detection Dataset.
    /// </summary>
    /// 
    /// <remarks>
    /// <para>
    ///   This dataset is composed of a range of biomedical voice measurements from 
    ///   31 people, 23 with Parkinson's disease (PD). Each column in the table is a 
    ///   particular voice measure, and each row corresponds one of 195 voice
    ///   recording from these individuals("name" column). The main aim of the data
    ///   is to discriminate healthy people from those with PD, according to "status" 
    ///   column which is set to 0 for healthy and 1 for PD. </para>
    ///   
    /// <para>
    ///   References:
    ///   <list type="bullet">
    ///     <item><description><a href="https://archive.ics.uci.edu/ml/datasets/parkinsons">
    ///       Lichman, M. "UCI Machine Learning Repository - Parkinsons Data Set."
    ///       Irvine, CA: University of California, School of Information and Computer Science, 2013</a>
    ///       </description></item>
    ///    </list></para>
    /// </remarks>
    /// 
    public class Parkinsons
    {
        /// <summary>
        ///   Gets the data instance features contained in Oxford Parkinson's Disease Detection Dataset.
        /// </summary>
        /// 
        public double[][] Features { get; private set; }

        /// <summary>
        ///   Gets identifiers for each of the instances contained in Oxford Parkinson's Disease Detection Dataset.
        /// </summary>
        /// 
        public string[] InstanceIds { get; private set; }

        /// <summary>
        ///   Gets the class labels associated with each <see cref="Features">instance</see>
        ///   in Oxford Parkinson's Disease Detection Dataset.
        /// </summary>
        /// 
        public int[] ClassLabels { get; private set; }

        /// <summary>
        ///   Gets the class labels in Wisconsin's (Diagnostic) Breast Cancer dataset.
        ///   "Benign", "Malignant".
        /// </summary>
        /// 
        public string[] ClassNames { get; private set; }

        /// <summary>
        ///   Gets the variable names in Oxford Parkinson's Disease Detection data set: 
        ///   MDVP:Fo(Hz) - Average vocal fundamental frequency,
        ///   MDVP:Fhi(Hz) - Maximum vocal fundamental frequency,
        ///   MDVP:Flo(Hz) - Minimum vocal fundamental frequency,
        ///   MDVP:Jitter(%) - Measures of variation in fundamental frequency,
        ///   MDVP:Jitter(Abs) - Measures of variation in fundamental frequency,
        ///   MDVP:RAP - Measures of variation in fundamental frequency,
        ///   MDVP:PPQ - Measures of variation in fundamental frequency,
        ///   Jitter:DDP - Measures of variation in fundamental frequency,
        ///   MDVP:Shimmer - Several measures of variation in amplitude,
        ///   MDVP:Shimmer(dB) - Several measures of variation in amplitude,
        ///   Shimmer:APQ3 - Several measures of variation in amplitude,
        ///   Shimmer:APQ5 - Several measures of variation in amplitude,
        ///   MDVP:APQ - Several measures of variation in amplitude,
        ///   Shimmer:DDA - Several measures of variation in amplitude,
        ///   NHR,HNR - Two measures of ratio of noise to tonal components in the voice,
        ///   RPDE,D2 - Two nonlinear dynamical complexity measures,
        ///   DFA - Signal fractal scaling exponent,
        ///   spread1 - Nonlinear measures of fundamental frequency variation,
        ///   spread2 - Nonlinear measures of fundamental frequency variation,
        ///   PPE - Nonlinear measures of fundamental frequency variation,
        /// </summary>
        /// 
        public string[] VariableNames { get; private set; }

        /// <summary>
        ///   Gets the number of inputs (input dimension) in this dataset (should be 22).
        /// </summary>
        /// 
        public int NumberOfInputs { get { return VariableNames.Length; } }

        /// <summary>
        ///   Gets the number of classes in this dataset (should be 2).
        /// </summary>
        /// 
        public int NumberOfClasses { get { return ClassLabels.Length; } }

        /// <summary>
        ///   Prepares the Oxford Parkinson's Disease Detection data set.
        /// </summary>
        /// 
        public Parkinsons()
        {
            object[,] data =
            {
                { "phon_R01_S01_1",119.99200,157.30200,74.99700,0.00784,0.00007,0.00370,0.00554,0.01109,0.04374,0.42600,0.02182,0.03130,0.02971,0.06545,0.02211,21.03300,1,0.414783,0.815285,-4.813031,0.266482,2.301442,0.284654   },
                { "phon_R01_S01_2",122.40000,148.65000,113.81900,0.00968,0.00008,0.00465,0.00696,0.01394,0.06134,0.62600,0.03134,0.04518,0.04368,0.09403,0.01929,19.08500,1,0.458359,0.819521,-4.075192,0.335590,2.486855,0.368674  },
                { "phon_R01_S01_3",116.68200,131.11100,111.55500,0.01050,0.00009,0.00544,0.00781,0.01633,0.05233,0.48200,0.02757,0.03858,0.03590,0.08270,0.01309,20.65100,1,0.429895,0.825288,-4.443179,0.311173,2.342259,0.332634  },
                { "phon_R01_S01_4",116.67600,137.87100,111.36600,0.00997,0.00009,0.00502,0.00698,0.01505,0.05492,0.51700,0.02924,0.04005,0.03772,0.08771,0.01353,20.64400,1,0.434969,0.819235,-4.117501,0.334147,2.405554,0.368975  },
                { "phon_R01_S01_5",116.01400,141.78100,110.65500,0.01284,0.00011,0.00655,0.00908,0.01966,0.06425,0.58400,0.03490,0.04825,0.04465,0.10470,0.01767,19.64900,1,0.417356,0.823484,-3.747787,0.234513,2.332180,0.410335  },
                { "phon_R01_S01_6",120.55200,131.16200,113.78700,0.00968,0.00008,0.00463,0.00750,0.01388,0.04701,0.45600,0.02328,0.03526,0.03243,0.06985,0.01222,21.37800,1,0.415564,0.825069,-4.242867,0.299111,2.187560,0.357775  },
                { "phon_R01_S02_1",120.26700,137.24400,114.82000,0.00333,0.00003,0.00155,0.00202,0.00466,0.01608,0.14000,0.00779,0.00937,0.01351,0.02337,0.00607,24.88600,1,0.596040,0.764112,-5.634322,0.257682,1.854785,0.211756  },
                { "phon_R01_S02_2",107.33200,113.84000,104.31500,0.00290,0.00003,0.00144,0.00182,0.00431,0.01567,0.13400,0.00829,0.00946,0.01256,0.02487,0.00344,26.89200,1,0.637420,0.763262,-6.167603,0.183721,2.064693,0.163755  },
                { "phon_R01_S02_3",95.73000,132.06800,91.75400,0.00551,0.00006,0.00293,0.00332,0.00880,0.02093,0.19100,0.01073,0.01277,0.01717,0.03218,0.01070,21.81200,1,0.615551,0.773587,-5.498678,0.327769,2.322511,0.231571    },
                { "phon_R01_S02_4",95.05600,120.10300,91.22600,0.00532,0.00006,0.00268,0.00332,0.00803,0.02838,0.25500,0.01441,0.01725,0.02444,0.04324,0.01022,21.86200,1,0.547037,0.798463,-5.011879,0.325996,2.432792,0.271362    },
                { "phon_R01_S02_5",88.33300,112.24000,84.07200,0.00505,0.00006,0.00254,0.00330,0.00763,0.02143,0.19700,0.01079,0.01342,0.01892,0.03237,0.01166,21.11800,1,0.611137,0.776156,-5.249770,0.391002,2.407313,0.249740    },
                { "phon_R01_S02_6",91.90400,115.87100,86.29200,0.00540,0.00006,0.00281,0.00336,0.00844,0.02752,0.24900,0.01424,0.01641,0.02214,0.04272,0.01141,21.41400,1,0.583390,0.792520,-4.960234,0.363566,2.642476,0.275931    },
                { "phon_R01_S04_1",136.92600,159.86600,131.27600,0.00293,0.00002,0.00118,0.00153,0.00355,0.01259,0.11200,0.00656,0.00717,0.01140,0.01968,0.00581,25.70300,1,0.460600,0.646846,-6.547148,0.152813,2.041277,0.138512  },
                { "phon_R01_S04_2",139.17300,179.13900,76.55600,0.00390,0.00003,0.00165,0.00208,0.00496,0.01642,0.15400,0.00728,0.00932,0.01797,0.02184,0.01041,24.88900,1,0.430166,0.665833,-5.660217,0.254989,2.519422,0.199889   },
                { "phon_R01_S04_3",152.84500,163.30500,75.83600,0.00294,0.00002,0.00121,0.00149,0.00364,0.01828,0.15800,0.01064,0.00972,0.01246,0.03191,0.00609,24.92200,1,0.474791,0.654027,-6.105098,0.203653,2.125618,0.170100   },
                { "phon_R01_S04_4",142.16700,217.45500,83.15900,0.00369,0.00003,0.00157,0.00203,0.00471,0.01503,0.12600,0.00772,0.00888,0.01359,0.02316,0.00839,25.17500,1,0.565924,0.658245,-5.340115,0.210185,2.205546,0.234589   },
                { "phon_R01_S04_5",144.18800,349.25900,82.76400,0.00544,0.00004,0.00211,0.00292,0.00632,0.02047,0.19200,0.00969,0.01200,0.02074,0.02908,0.01859,22.33300,1,0.567380,0.644692,-5.440040,0.239764,2.264501,0.218164   },
                { "phon_R01_S04_6",168.77800,232.18100,75.60300,0.00718,0.00004,0.00284,0.00387,0.00853,0.03327,0.34800,0.01441,0.01893,0.03430,0.04322,0.02919,20.37600,1,0.631099,0.605417,-2.931070,0.434326,3.007463,0.430788   },
                { "phon_R01_S05_1",153.04600,175.82900,68.62300,0.00742,0.00005,0.00364,0.00432,0.01092,0.05517,0.54200,0.02471,0.03572,0.05767,0.07413,0.03160,17.28000,1,0.665318,0.719467,-3.949079,0.357870,3.109010,0.377429   },
                { "phon_R01_S05_2",156.40500,189.39800,142.82200,0.00768,0.00005,0.00372,0.00399,0.01116,0.03995,0.34800,0.01721,0.02374,0.04310,0.05164,0.03365,17.15300,1,0.649554,0.686080,-4.554466,0.340176,2.856676,0.322111  },
                { "phon_R01_S05_3",153.84800,165.73800,65.78200,0.00840,0.00005,0.00428,0.00450,0.01285,0.03810,0.32800,0.01667,0.02383,0.04055,0.05000,0.03871,17.53600,1,0.660125,0.704087,-4.095442,0.262564,2.739710,0.365391   },
                { "phon_R01_S05_4",153.88000,172.86000,78.12800,0.00480,0.00003,0.00232,0.00267,0.00696,0.04137,0.37000,0.02021,0.02591,0.04525,0.06062,0.01849,19.49300,1,0.629017,0.698951,-5.186960,0.237622,2.557536,0.259765   },
                { "phon_R01_S05_5",167.93000,193.22100,79.06800,0.00442,0.00003,0.00220,0.00247,0.00661,0.04351,0.37700,0.02228,0.02540,0.04246,0.06685,0.01280,22.46800,1,0.619060,0.679834,-4.330956,0.262384,2.916777,0.285695   },
                { "phon_R01_S05_6",173.91700,192.73500,86.18000,0.00476,0.00003,0.00221,0.00258,0.00663,0.04192,0.36400,0.02187,0.02470,0.03772,0.06562,0.01840,20.42200,1,0.537264,0.686894,-5.248776,0.210279,2.547508,0.253556   },
                { "phon_R01_S06_1",163.65600,200.84100,76.77900,0.00742,0.00005,0.00380,0.00390,0.01140,0.01659,0.16400,0.00738,0.00948,0.01497,0.02214,0.01778,23.83100,1,0.397937,0.732479,-5.557447,0.220890,2.692176,0.215961   },
                { "phon_R01_S06_2",104.40000,206.00200,77.96800,0.00633,0.00006,0.00316,0.00375,0.00948,0.03767,0.38100,0.01732,0.02245,0.03780,0.05197,0.02887,22.06600,1,0.522746,0.737948,-5.571843,0.236853,2.846369,0.219514   },
                { "phon_R01_S06_3",171.04100,208.31300,75.50100,0.00455,0.00003,0.00250,0.00234,0.00750,0.01966,0.18600,0.00889,0.01169,0.01872,0.02666,0.01095,25.90800,1,0.418622,0.720916,-6.183590,0.226278,2.589702,0.147403   },
                { "phon_R01_S06_4",146.84500,208.70100,81.73700,0.00496,0.00003,0.00250,0.00275,0.00749,0.01919,0.19800,0.00883,0.01144,0.01826,0.02650,0.01328,25.11900,1,0.358773,0.726652,-6.271690,0.196102,2.314209,0.162999   },
                { "phon_R01_S06_5",155.35800,227.38300,80.05500,0.00310,0.00002,0.00159,0.00176,0.00476,0.01718,0.16100,0.00769,0.01012,0.01661,0.02307,0.00677,25.97000,1,0.470478,0.676258,-7.120925,0.279789,2.241742,0.108514   },
                { "phon_R01_S06_6",162.56800,198.34600,77.63000,0.00502,0.00003,0.00280,0.00253,0.00841,0.01791,0.16800,0.00793,0.01057,0.01799,0.02380,0.01170,25.67800,1,0.427785,0.723797,-6.635729,0.209866,1.957961,0.135242   },
                { "phon_R01_S07_1",197.07600,206.89600,192.05500,0.00289,0.00001,0.00166,0.00168,0.00498,0.01098,0.09700,0.00563,0.00680,0.00802,0.01689,0.00339,26.77500,0,0.422229,0.741367,-7.348300,0.177551,1.743867,0.085569  },
                { "phon_R01_S07_2",199.22800,209.51200,192.09100,0.00241,0.00001,0.00134,0.00138,0.00402,0.01015,0.08900,0.00504,0.00641,0.00762,0.01513,0.00167,30.94000,0,0.432439,0.742055,-7.682587,0.173319,2.103106,0.068501  },
                { "phon_R01_S07_3",198.38300,215.20300,193.10400,0.00212,0.00001,0.00113,0.00135,0.00339,0.01263,0.11100,0.00640,0.00825,0.00951,0.01919,0.00119,30.77500,0,0.465946,0.738703,-7.067931,0.175181,1.512275,0.096320  },
                { "phon_R01_S07_4",202.26600,211.60400,197.07900,0.00180,0.000009,0.00093,0.00107,0.00278,0.00954,0.08500,0.00469,0.00606,0.00719,0.01407,0.00072,32.68400,0,0.368535,0.742133,-7.695734,0.178540,1.544609,0.056141 },
                { "phon_R01_S07_5",203.18400,211.52600,196.16000,0.00178,0.000009,0.00094,0.00106,0.00283,0.00958,0.08500,0.00468,0.00610,0.00726,0.01403,0.00065,33.04700,0,0.340068,0.741899,-7.964984,0.163519,1.423287,0.044539 },
                { "phon_R01_S07_6",201.46400,210.56500,195.70800,0.00198,0.000010,0.00105,0.00115,0.00314,0.01194,0.10700,0.00586,0.00760,0.00957,0.01758,0.00135,31.73200,0,0.344252,0.742737,-7.777685,0.170183,2.447064,0.057610 },
                { "phon_R01_S08_1",177.87600,192.92100,168.01300,0.00411,0.00002,0.00233,0.00241,0.00700,0.02126,0.18900,0.01154,0.01347,0.01612,0.03463,0.00586,23.21600,1,0.360148,0.778834,-6.149653,0.218037,2.477082,0.165827  },
                { "phon_R01_S08_2",176.17000,185.60400,163.56400,0.00369,0.00002,0.00205,0.00218,0.00616,0.01851,0.16800,0.00938,0.01160,0.01491,0.02814,0.00340,24.95100,1,0.341435,0.783626,-6.006414,0.196371,2.536527,0.173218  },
                { "phon_R01_S08_3",180.19800,201.24900,175.45600,0.00284,0.00002,0.00153,0.00166,0.00459,0.01444,0.13100,0.00726,0.00885,0.01190,0.02177,0.00231,26.73800,1,0.403884,0.766209,-6.452058,0.212294,2.269398,0.141929  },
                { "phon_R01_S08_4",187.73300,202.32400,173.01500,0.00316,0.00002,0.00168,0.00182,0.00504,0.01663,0.15100,0.00829,0.01003,0.01366,0.02488,0.00265,26.31000,1,0.396793,0.758324,-6.006647,0.266892,2.382544,0.160691  },
                { "phon_R01_S08_5",186.16300,197.72400,177.58400,0.00298,0.00002,0.00165,0.00175,0.00496,0.01495,0.13500,0.00774,0.00941,0.01233,0.02321,0.00231,26.82200,1,0.326480,0.765623,-6.647379,0.201095,2.374073,0.130554  },
                { "phon_R01_S08_6",184.05500,196.53700,166.97700,0.00258,0.00001,0.00134,0.00147,0.00403,0.01463,0.13200,0.00742,0.00901,0.01234,0.02226,0.00257,26.45300,1,0.306443,0.759203,-7.044105,0.063412,2.361532,0.115730  },
                { "phon_R01_S10_1",237.22600,247.32600,225.22700,0.00298,0.00001,0.00169,0.00182,0.00507,0.01752,0.16400,0.01035,0.01024,0.01133,0.03104,0.00740,22.73600,0,0.305062,0.654172,-7.310550,0.098648,2.416838,0.095032  },
                { "phon_R01_S10_2",241.40400,248.83400,232.48300,0.00281,0.00001,0.00157,0.00173,0.00470,0.01760,0.15400,0.01006,0.01038,0.01251,0.03017,0.00675,23.14500,0,0.457702,0.634267,-6.793547,0.158266,2.256699,0.117399  },
                { "phon_R01_S10_3",243.43900,250.91200,232.43500,0.00210,0.000009,0.00109,0.00137,0.00327,0.01419,0.12600,0.00777,0.00898,0.01033,0.02330,0.00454,25.36800,0,0.438296,0.635285,-7.057869,0.091608,2.330716,0.091470 },
                { "phon_R01_S10_4",242.85200,255.03400,227.91100,0.00225,0.000009,0.00117,0.00139,0.00350,0.01494,0.13400,0.00847,0.00879,0.01014,0.02542,0.00476,25.03200,0,0.431285,0.638928,-6.995820,0.102083,2.365800,0.102706 },
                { "phon_R01_S10_5",245.51000,262.09000,231.84800,0.00235,0.000010,0.00127,0.00148,0.00380,0.01608,0.14100,0.00906,0.00977,0.01149,0.02719,0.00476,24.60200,0,0.467489,0.631653,-7.156076,0.127642,2.392122,0.097336 },
                { "phon_R01_S10_6",252.45500,261.48700,182.78600,0.00185,0.000007,0.00092,0.00113,0.00276,0.01152,0.10300,0.00614,0.00730,0.00860,0.01841,0.00432,26.80500,0,0.610367,0.635204,-7.319510,0.200873,2.028612,0.086398 },
                { "phon_R01_S13_1",122.18800,128.61100,115.76500,0.00524,0.00004,0.00169,0.00203,0.00507,0.01613,0.14300,0.00855,0.00776,0.01433,0.02566,0.00839,23.16200,0,0.579597,0.733659,-6.439398,0.266392,2.079922,0.133867  },
                { "phon_R01_S13_2",122.96400,130.04900,114.67600,0.00428,0.00003,0.00124,0.00155,0.00373,0.01681,0.15400,0.00930,0.00802,0.01400,0.02789,0.00462,24.97100,0,0.538688,0.754073,-6.482096,0.264967,2.054419,0.128872  },
                { "phon_R01_S13_3",124.44500,135.06900,117.49500,0.00431,0.00003,0.00141,0.00167,0.00422,0.02184,0.19700,0.01241,0.01024,0.01685,0.03724,0.00479,25.13500,0,0.553134,0.775933,-6.650471,0.254498,1.840198,0.103561  },
                { "phon_R01_S13_4",126.34400,134.23100,112.77300,0.00448,0.00004,0.00131,0.00169,0.00393,0.02033,0.18500,0.01143,0.00959,0.01614,0.03429,0.00474,25.03000,0,0.507504,0.760361,-6.689151,0.291954,2.431854,0.105993  },
                { "phon_R01_S13_5",128.00100,138.05200,122.08000,0.00436,0.00003,0.00137,0.00166,0.00411,0.02297,0.21000,0.01323,0.01072,0.01677,0.03969,0.00481,24.69200,0,0.459766,0.766204,-7.072419,0.220434,1.972297,0.119308  },
                { "phon_R01_S13_6",129.33600,139.86700,118.60400,0.00490,0.00004,0.00165,0.00183,0.00495,0.02498,0.22800,0.01396,0.01219,0.01947,0.04188,0.00484,25.42900,0,0.420383,0.785714,-6.836811,0.269866,2.223719,0.147491  },
                { "phon_R01_S16_1",108.80700,134.65600,102.87400,0.00761,0.00007,0.00349,0.00486,0.01046,0.02719,0.25500,0.01483,0.01609,0.02067,0.04450,0.01036,21.02800,1,0.536009,0.819032,-4.649573,0.205558,1.986899,0.316700  },
                { "phon_R01_S16_2",109.86000,126.35800,104.43700,0.00874,0.00008,0.00398,0.00539,0.01193,0.03209,0.30700,0.01789,0.01992,0.02454,0.05368,0.01180,20.76700,1,0.558586,0.811843,-4.333543,0.221727,2.014606,0.344834  },
                { "phon_R01_S16_3",110.41700,131.06700,103.37000,0.00784,0.00007,0.00352,0.00514,0.01056,0.03715,0.33400,0.02032,0.02302,0.02802,0.06097,0.00969,21.42200,1,0.541781,0.821364,-4.438453,0.238298,1.922940,0.335041  },
                { "phon_R01_S16_4",117.27400,129.91600,110.40200,0.00752,0.00006,0.00299,0.00469,0.00898,0.02293,0.22100,0.01189,0.01459,0.01948,0.03568,0.00681,22.81700,1,0.530529,0.817756,-4.608260,0.290024,2.021591,0.314464  },
                { "phon_R01_S16_5",116.87900,131.89700,108.15300,0.00788,0.00007,0.00334,0.00493,0.01003,0.02645,0.26500,0.01394,0.01625,0.02137,0.04183,0.00786,22.60300,1,0.540049,0.813432,-4.476755,0.262633,1.827012,0.326197  },
                { "phon_R01_S16_6",114.84700,271.31400,104.68000,0.00867,0.00008,0.00373,0.00520,0.01120,0.03225,0.35000,0.01805,0.01974,0.02519,0.05414,0.01143,21.66000,1,0.547975,0.817396,-4.609161,0.221711,1.831691,0.316395  },
                { "phon_R01_S17_1",209.14400,237.49400,109.37900,0.00282,0.00001,0.00147,0.00152,0.00442,0.01861,0.17000,0.00975,0.01258,0.01382,0.02925,0.00871,25.55400,0,0.341788,0.678874,-7.040508,0.066994,2.460791,0.101516  },
                { "phon_R01_S17_2",223.36500,238.98700,98.66400,0.00264,0.00001,0.00154,0.00151,0.00461,0.01906,0.16500,0.01013,0.01296,0.01340,0.03039,0.00301,26.13800,0,0.447979,0.686264,-7.293801,0.086372,2.321560,0.098555   },
                { "phon_R01_S17_3",222.23600,231.34500,205.49500,0.00266,0.00001,0.00152,0.00144,0.00457,0.01643,0.14500,0.00867,0.01108,0.01200,0.02602,0.00340,25.85600,0,0.364867,0.694399,-6.966321,0.095882,2.278687,0.103224  },
                { "phon_R01_S17_4",228.83200,234.61900,223.63400,0.00296,0.00001,0.00175,0.00155,0.00526,0.01644,0.14500,0.00882,0.01075,0.01179,0.02647,0.00351,25.96400,0,0.256570,0.683296,-7.245620,0.018689,2.498224,0.093534  },
                { "phon_R01_S17_5",229.40100,252.22100,221.15600,0.00205,0.000009,0.00114,0.00113,0.00342,0.01457,0.12900,0.00769,0.00957,0.01016,0.02308,0.00300,26.41500,0,0.276850,0.673636,-7.496264,0.056844,2.003032,0.073581 },
                { "phon_R01_S17_6",228.96900,239.54100,113.20100,0.00238,0.00001,0.00136,0.00140,0.00408,0.01745,0.15400,0.00942,0.01160,0.01234,0.02827,0.00420,24.54700,0,0.305429,0.681811,-7.314237,0.006274,2.118596,0.091546  },
                { "phon_R01_S18_1",140.34100,159.77400,67.02100,0.00817,0.00006,0.00430,0.00440,0.01289,0.03198,0.31300,0.01830,0.01810,0.02428,0.05490,0.02183,19.56000,1,0.460139,0.720908,-5.409423,0.226850,2.359973,0.226156   },
                { "phon_R01_S18_2",136.96900,166.60700,66.00400,0.00923,0.00007,0.00507,0.00463,0.01520,0.03111,0.30800,0.01638,0.01759,0.02603,0.04914,0.02659,19.97900,1,0.498133,0.729067,-5.324574,0.205660,2.291558,0.226247   },
                { "phon_R01_S18_3",143.53300,162.21500,65.80900,0.01101,0.00008,0.00647,0.00467,0.01941,0.05384,0.47800,0.03152,0.02422,0.03392,0.09455,0.04882,20.33800,1,0.513237,0.731444,-5.869750,0.151814,2.118496,0.185580   },
                { "phon_R01_S18_4",148.09000,162.82400,67.34300,0.00762,0.00005,0.00467,0.00354,0.01400,0.05428,0.49700,0.03357,0.02494,0.03635,0.10070,0.02431,21.71800,1,0.487407,0.727313,-6.261141,0.120956,2.137075,0.141958   },
                { "phon_R01_S18_5",142.72900,162.40800,65.47600,0.00831,0.00006,0.00469,0.00419,0.01407,0.03485,0.36500,0.01868,0.01906,0.02949,0.05605,0.02599,20.26400,1,0.489345,0.730387,-5.720868,0.158830,2.277927,0.180828   },
                { "phon_R01_S18_6",136.35800,176.59500,65.75000,0.00971,0.00007,0.00534,0.00478,0.01601,0.04978,0.48300,0.02749,0.02466,0.03736,0.08247,0.03361,18.57000,1,0.543299,0.733232,-5.207985,0.224852,2.642276,0.242981   },
                { "phon_R01_S19_1",120.08000,139.71000,111.20800,0.00405,0.00003,0.00180,0.00220,0.00540,0.01706,0.15200,0.00974,0.00925,0.01345,0.02921,0.00442,25.74200,1,0.495954,0.762959,-5.791820,0.329066,2.205024,0.188180  },
                { "phon_R01_S19_2",112.01400,588.51800,107.02400,0.00533,0.00005,0.00268,0.00329,0.00805,0.02448,0.22600,0.01373,0.01375,0.01956,0.04120,0.00623,24.17800,1,0.509127,0.789532,-5.389129,0.306636,1.928708,0.225461  },
                { "phon_R01_S19_3",110.79300,128.10100,107.31600,0.00494,0.00004,0.00260,0.00283,0.00780,0.02442,0.21600,0.01432,0.01325,0.01831,0.04295,0.00479,25.43800,1,0.437031,0.815908,-5.313360,0.201861,2.225815,0.244512  },
                { "phon_R01_S19_4",110.70700,122.61100,105.00700,0.00516,0.00005,0.00277,0.00289,0.00831,0.02215,0.20600,0.01284,0.01219,0.01715,0.03851,0.00472,25.19700,1,0.463514,0.807217,-5.477592,0.315074,1.862092,0.228624  },
                { "phon_R01_S19_5",112.87600,148.82600,106.98100,0.00500,0.00004,0.00270,0.00289,0.00810,0.03999,0.35000,0.02413,0.02231,0.02704,0.07238,0.00905,23.37000,1,0.489538,0.789977,-5.775966,0.341169,2.007923,0.193918  },
                { "phon_R01_S19_6",110.56800,125.39400,106.82100,0.00462,0.00004,0.00226,0.00280,0.00677,0.02199,0.19700,0.01284,0.01199,0.01636,0.03852,0.00420,25.82000,1,0.429484,0.816340,-5.391029,0.250572,1.777901,0.232744  },
                { "phon_R01_S20_1",95.38500,102.14500,90.26400,0.00608,0.00006,0.00331,0.00332,0.00994,0.03202,0.26300,0.01803,0.01886,0.02455,0.05408,0.01062,21.87500,1,0.644954,0.779612,-5.115212,0.249494,2.017753,0.260015    },
                { "phon_R01_S20_2",100.77000,115.69700,85.54500,0.01038,0.00010,0.00622,0.00576,0.01865,0.03121,0.36100,0.01773,0.01783,0.02139,0.05320,0.02220,19.20000,1,0.594387,0.790117,-4.913885,0.265699,2.398422,0.277948   },
                { "phon_R01_S20_3",96.10600,108.66400,84.51000,0.00694,0.00007,0.00389,0.00415,0.01168,0.04024,0.36400,0.02266,0.02451,0.02876,0.06799,0.01823,19.05500,1,0.544805,0.770466,-4.441519,0.155097,2.645959,0.327978    },
                { "phon_R01_S20_4",95.60500,107.71500,87.54900,0.00702,0.00007,0.00428,0.00371,0.01283,0.03156,0.29600,0.01792,0.01841,0.02190,0.05377,0.01825,19.65900,1,0.576084,0.778747,-5.132032,0.210458,2.232576,0.260633    },
                { "phon_R01_S20_5",100.96000,110.01900,95.62800,0.00606,0.00006,0.00351,0.00348,0.01053,0.02427,0.21600,0.01371,0.01421,0.01751,0.04114,0.01237,20.53600,1,0.554610,0.787896,-5.022288,0.146948,2.428306,0.264666   },
                { "phon_R01_S20_6",98.80400,102.30500,87.80400,0.00432,0.00004,0.00247,0.00258,0.00742,0.02223,0.20200,0.01277,0.01343,0.01552,0.03831,0.00882,22.24400,1,0.576644,0.772416,-6.025367,0.078202,2.053601,0.177275    },
                { "phon_R01_S21_1",176.85800,205.56000,75.34400,0.00747,0.00004,0.00418,0.00420,0.01254,0.04795,0.43500,0.02679,0.03022,0.03510,0.08037,0.05470,13.89300,1,0.556494,0.729586,-5.288912,0.343073,3.099301,0.242119   },
                { "phon_R01_S21_2",180.97800,200.12500,155.49500,0.00406,0.00002,0.00220,0.00244,0.00659,0.03852,0.33100,0.02107,0.02493,0.02877,0.06321,0.02782,16.17600,1,0.583574,0.727747,-5.657899,0.315903,3.098256,0.200423  },
                { "phon_R01_S21_3",178.22200,202.45000,141.04700,0.00321,0.00002,0.00163,0.00194,0.00488,0.03759,0.32700,0.02073,0.02415,0.02784,0.06219,0.03151,15.92400,1,0.598714,0.712199,-6.366916,0.335753,2.654271,0.144614  },
                { "phon_R01_S21_4",176.28100,227.38100,125.61000,0.00520,0.00003,0.00287,0.00312,0.00862,0.06511,0.58000,0.03671,0.04159,0.04683,0.11012,0.04824,13.92200,1,0.602874,0.740837,-5.515071,0.299549,3.136550,0.220968  },
                { "phon_R01_S21_5",173.89800,211.35000,74.67700,0.00448,0.00003,0.00237,0.00254,0.00710,0.06727,0.65000,0.03788,0.04254,0.04802,0.11363,0.04214,14.73900,1,0.599371,0.743937,-5.783272,0.299793,3.007096,0.194052   },
                { "phon_R01_S21_6",179.71100,225.93000,144.87800,0.00709,0.00004,0.00391,0.00419,0.01172,0.04313,0.44200,0.02297,0.02768,0.03455,0.06892,0.07223,11.86600,1,0.590951,0.745526,-4.379411,0.375531,3.671155,0.332086  },
                { "phon_R01_S21_7",166.60500,206.00800,78.03200,0.00742,0.00004,0.00387,0.00453,0.01161,0.06640,0.63400,0.03650,0.04282,0.05114,0.10949,0.08725,11.74400,1,0.653410,0.733165,-4.508984,0.389232,3.317586,0.301952   },
                { "phon_R01_S22_1",151.95500,163.33500,147.22600,0.00419,0.00003,0.00224,0.00227,0.00672,0.07959,0.77200,0.04421,0.04962,0.05690,0.13262,0.01658,19.66400,1,0.501037,0.714360,-6.411497,0.207156,2.344876,0.134120  },
                { "phon_R01_S22_2",148.27200,164.98900,142.29900,0.00459,0.00003,0.00250,0.00256,0.00750,0.04190,0.38300,0.02383,0.02521,0.03051,0.07150,0.01914,18.78000,1,0.454444,0.734504,-5.952058,0.087840,2.344336,0.186489  },
                { "phon_R01_S22_3",152.12500,161.46900,76.59600,0.00382,0.00003,0.00191,0.00226,0.00574,0.05925,0.63700,0.03341,0.03794,0.04398,0.10024,0.01211,20.96900,1,0.447456,0.697790,-6.152551,0.173520,2.080121,0.160809   },
                { "phon_R01_S22_4",157.82100,172.97500,68.40100,0.00358,0.00002,0.00196,0.00196,0.00587,0.03716,0.30700,0.02062,0.02321,0.02764,0.06185,0.00850,22.21900,1,0.502380,0.712170,-6.251425,0.188056,2.143851,0.160812   },
                { "phon_R01_S22_5",157.44700,163.26700,149.60500,0.00369,0.00002,0.00201,0.00197,0.00602,0.03272,0.28300,0.01813,0.01909,0.02571,0.05439,0.01018,21.69300,1,0.447285,0.705658,-6.247076,0.180528,2.344348,0.164916  },
                { "phon_R01_S22_6",159.11600,168.91300,144.81100,0.00342,0.00002,0.00178,0.00184,0.00535,0.03381,0.30700,0.01806,0.02024,0.02809,0.05417,0.00852,22.66300,1,0.366329,0.693429,-6.417440,0.194627,2.473239,0.151709  },
                { "phon_R01_S24_1",125.03600,143.94600,116.18700,0.01280,0.00010,0.00743,0.00623,0.02228,0.03886,0.34200,0.02135,0.02174,0.03088,0.06406,0.08151,15.33800,1,0.629574,0.714485,-4.020042,0.265315,2.671825,0.340623  },
                { "phon_R01_S24_2",125.79100,140.55700,96.20600,0.01378,0.00011,0.00826,0.00655,0.02478,0.04689,0.42200,0.02542,0.02630,0.03908,0.07625,0.10323,15.43300,1,0.571010,0.690892,-5.159169,0.202146,2.441612,0.260375   },
                { "phon_R01_S24_3",126.51200,141.75600,99.77000,0.01936,0.00015,0.01159,0.00990,0.03476,0.06734,0.65900,0.03611,0.03963,0.05783,0.10833,0.16744,12.43500,1,0.638545,0.674953,-3.760348,0.242861,2.634633,0.378483   },
                { "phon_R01_S24_4",125.64100,141.06800,116.34600,0.03316,0.00026,0.02144,0.01522,0.06433,0.09178,0.89100,0.05358,0.04791,0.06196,0.16074,0.31482,8.86700,1,0.671299,0.656846,-3.700544,0.260481,2.991063,0.370961   },
                { "phon_R01_S24_5",128.45100,150.44900,75.63200,0.01551,0.00012,0.00905,0.00909,0.02716,0.06170,0.58400,0.03223,0.03672,0.05174,0.09669,0.11843,15.06000,1,0.639808,0.643327,-4.202730,0.310163,2.638279,0.356881   },
                { "phon_R01_S24_6",139.22400,586.56700,66.15700,0.03011,0.00022,0.01854,0.01628,0.05563,0.09419,0.93000,0.05551,0.05005,0.06023,0.16654,0.25930,10.48900,1,0.596362,0.641418,-3.269487,0.270641,2.690917,0.444774   },
                { "phon_R01_S25_1",150.25800,154.60900,75.34900,0.00248,0.00002,0.00105,0.00136,0.00315,0.01131,0.10700,0.00522,0.00659,0.01009,0.01567,0.00495,26.75900,1,0.296888,0.722356,-6.878393,0.089267,2.004055,0.113942   },
                { "phon_R01_S25_2",154.00300,160.26700,128.62100,0.00183,0.00001,0.00076,0.00100,0.00229,0.01030,0.09400,0.00469,0.00582,0.00871,0.01406,0.00243,28.40900,1,0.263654,0.691483,-7.111576,0.144780,2.065477,0.093193  },
                { "phon_R01_S25_3",149.68900,160.36800,133.60800,0.00257,0.00002,0.00116,0.00134,0.00349,0.01346,0.12600,0.00660,0.00818,0.01059,0.01979,0.00578,27.42100,1,0.365488,0.719974,-6.997403,0.210279,1.994387,0.112878  },
                { "phon_R01_S25_4",155.07800,163.73600,144.14800,0.00168,0.00001,0.00068,0.00092,0.00204,0.01064,0.09700,0.00522,0.00632,0.00928,0.01567,0.00233,29.74600,1,0.334171,0.677930,-6.981201,0.184550,2.129924,0.106802  },
                { "phon_R01_S25_5",151.88400,157.76500,133.75100,0.00258,0.00002,0.00115,0.00122,0.00346,0.01450,0.13700,0.00633,0.00788,0.01267,0.01898,0.00659,26.83300,1,0.393563,0.700246,-6.600023,0.249172,2.499148,0.105306  },
                { "phon_R01_S25_6",151.98900,157.33900,132.85700,0.00174,0.00001,0.00075,0.00096,0.00225,0.01024,0.09300,0.00455,0.00576,0.00993,0.01364,0.00238,29.92800,1,0.311369,0.676066,-6.739151,0.160686,2.296873,0.115130  },
                { "phon_R01_S26_1",193.03000,208.90000,80.29700,0.00766,0.00004,0.00450,0.00389,0.01351,0.03044,0.27500,0.01771,0.01815,0.02084,0.05312,0.00947,21.93400,1,0.497554,0.740539,-5.845099,0.278679,2.608749,0.185668   },
                { "phon_R01_S26_2",200.71400,223.98200,89.68600,0.00621,0.00003,0.00371,0.00337,0.01112,0.02286,0.20700,0.01192,0.01439,0.01852,0.03576,0.00704,23.23900,1,0.436084,0.727863,-5.258320,0.256454,2.550961,0.232520   },
                { "phon_R01_S26_3",208.51900,220.31500,199.02000,0.00609,0.00003,0.00368,0.00339,0.01105,0.01761,0.15500,0.00952,0.01058,0.01307,0.02855,0.00830,22.40700,1,0.338097,0.712466,-6.471427,0.184378,2.502336,0.136390  },
                { "phon_R01_S26_4",204.66400,221.30000,189.62100,0.00841,0.00004,0.00502,0.00485,0.01506,0.02378,0.21000,0.01277,0.01483,0.01767,0.03831,0.01316,21.30500,1,0.498877,0.722085,-4.876336,0.212054,2.376749,0.268144  },
                { "phon_R01_S26_5",210.14100,232.70600,185.25800,0.00534,0.00003,0.00321,0.00280,0.00964,0.01680,0.14900,0.00861,0.01017,0.01301,0.02583,0.00620,23.67100,1,0.441097,0.722254,-5.963040,0.250283,2.489191,0.177807  },
                { "phon_R01_S26_6",206.32700,226.35500,92.02000,0.00495,0.00002,0.00302,0.00246,0.00905,0.02105,0.20900,0.01107,0.01284,0.01604,0.03320,0.01048,21.86400,1,0.331508,0.715121,-6.729713,0.181701,2.938114,0.115515   },
                { "phon_R01_S27_1",151.87200,492.89200,69.08500,0.00856,0.00006,0.00404,0.00385,0.01211,0.01843,0.23500,0.00796,0.00832,0.01271,0.02389,0.06051,23.69300,1,0.407701,0.662668,-4.673241,0.261549,2.702355,0.274407   },
                { "phon_R01_S27_2",158.21900,442.55700,71.94800,0.00476,0.00003,0.00214,0.00207,0.00642,0.01458,0.14800,0.00606,0.00747,0.01312,0.01818,0.01554,26.35600,1,0.450798,0.653823,-6.051233,0.273280,2.640798,0.170106   },
                { "phon_R01_S27_3",170.75600,450.24700,79.03200,0.00555,0.00003,0.00244,0.00261,0.00731,0.01725,0.17500,0.00757,0.00971,0.01652,0.02270,0.01802,25.69000,1,0.486738,0.676023,-4.597834,0.372114,2.975889,0.282780   },
                { "phon_R01_S27_4",178.28500,442.82400,82.06300,0.00462,0.00003,0.00157,0.00194,0.00472,0.01279,0.12900,0.00617,0.00744,0.01151,0.01851,0.00856,25.02000,1,0.470422,0.655239,-4.913137,0.393056,2.816781,0.251972   },
                { "phon_R01_S27_5",217.11600,233.48100,93.97800,0.00404,0.00002,0.00127,0.00128,0.00381,0.01299,0.12400,0.00679,0.00631,0.01075,0.02038,0.00681,24.58100,1,0.462516,0.582710,-5.517173,0.389295,2.925862,0.220657   },
                { "phon_R01_S27_6",128.94000,479.69700,88.25100,0.00581,0.00005,0.00241,0.00314,0.00723,0.02008,0.22100,0.00849,0.01117,0.01734,0.02548,0.02350,24.74300,1,0.487756,0.684130,-6.186128,0.279933,2.686240,0.152428   },
                { "phon_R01_S27_7",176.82400,215.29300,83.96100,0.00460,0.00003,0.00209,0.00221,0.00628,0.01169,0.11700,0.00534,0.00630,0.01104,0.01603,0.01161,27.16600,1,0.400088,0.656182,-4.711007,0.281618,2.655744,0.234809   },
                { "phon_R01_S31_1",138.19000,203.52200,83.34000,0.00704,0.00005,0.00406,0.00398,0.01218,0.04479,0.44100,0.02587,0.02567,0.03220,0.07761,0.01968,18.30500,1,0.538016,0.741480,-5.418787,0.160267,2.090438,0.229892   },
                { "phon_R01_S31_2",182.01800,197.17300,79.18700,0.00842,0.00005,0.00506,0.00449,0.01517,0.02503,0.23100,0.01372,0.01580,0.01931,0.04115,0.01813,18.78400,1,0.589956,0.732903,-5.445140,0.142466,2.174306,0.215558   },
                { "phon_R01_S31_3",156.23900,195.10700,79.82000,0.00694,0.00004,0.00403,0.00395,0.01209,0.02343,0.22400,0.01289,0.01420,0.01720,0.03867,0.02020,19.19600,1,0.618663,0.728421,-5.944191,0.143359,1.929715,0.181988   },
                { "phon_R01_S31_4",145.17400,198.10900,80.63700,0.00733,0.00005,0.00414,0.00422,0.01242,0.02362,0.23300,0.01235,0.01495,0.01944,0.03706,0.01874,18.85700,1,0.637518,0.735546,-5.594275,0.127950,1.765957,0.222716   },
                { "phon_R01_S31_5",138.14500,197.23800,81.11400,0.00544,0.00004,0.00294,0.00327,0.00883,0.02791,0.24600,0.01484,0.01805,0.02259,0.04451,0.01794,18.17800,1,0.623209,0.738245,-5.540351,0.087165,1.821297,0.214075   },
                { "phon_R01_S31_6",166.88800,198.96600,79.51200,0.00638,0.00004,0.00368,0.00351,0.01104,0.02857,0.25700,0.01547,0.01859,0.02301,0.04641,0.01796,18.33000,1,0.585169,0.736964,-5.825257,0.115697,1.996146,0.196535   },
                { "phon_R01_S32_1",119.03100,127.53300,109.21600,0.00440,0.00004,0.00214,0.00192,0.00641,0.01033,0.09800,0.00538,0.00570,0.00811,0.01614,0.01724,26.84200,1,0.457541,0.699787,-6.890021,0.152941,2.328513,0.112856  },
                { "phon_R01_S32_2",120.07800,126.63200,105.66700,0.00270,0.00002,0.00116,0.00135,0.00349,0.01022,0.09000,0.00476,0.00588,0.00903,0.01428,0.00487,26.36900,1,0.491345,0.718839,-5.892061,0.195976,2.108873,0.183572  },
                { "phon_R01_S32_3",120.28900,128.14300,100.20900,0.00492,0.00004,0.00269,0.00238,0.00808,0.01412,0.12500,0.00703,0.00820,0.01194,0.02110,0.01610,23.94900,1,0.467160,0.724045,-6.135296,0.203630,2.539724,0.169923  },
                { "phon_R01_S32_4",120.25600,125.30600,104.77300,0.00407,0.00003,0.00224,0.00205,0.00671,0.01516,0.13800,0.00721,0.00815,0.01310,0.02164,0.01015,26.01700,1,0.468621,0.735136,-6.112667,0.217013,2.527742,0.170633  },
                { "phon_R01_S32_5",119.05600,125.21300,86.79500,0.00346,0.00003,0.00169,0.00170,0.00508,0.01201,0.10600,0.00633,0.00701,0.00915,0.01898,0.00903,23.38900,1,0.470972,0.721308,-5.436135,0.254909,2.516320,0.232209   },
                { "phon_R01_S32_6",118.74700,123.72300,109.83600,0.00331,0.00003,0.00168,0.00171,0.00504,0.01043,0.09900,0.00490,0.00621,0.00903,0.01471,0.00504,25.61900,1,0.482296,0.723096,-6.448134,0.178713,2.034827,0.141422  },
                { "phon_R01_S33_1",106.51600,112.77700,93.10500,0.00589,0.00006,0.00291,0.00319,0.00873,0.04932,0.44100,0.02683,0.03112,0.03651,0.08050,0.03031,17.06000,1,0.637814,0.744064,-5.301321,0.320385,2.375138,0.243080   },
                { "phon_R01_S33_2",110.45300,127.61100,105.55400,0.00494,0.00004,0.00244,0.00315,0.00731,0.04128,0.37900,0.02229,0.02592,0.03316,0.06688,0.02529,17.70700,1,0.653427,0.706687,-5.333619,0.322044,2.631793,0.228319  },
                { "phon_R01_S33_3",113.40000,133.34400,107.81600,0.00451,0.00004,0.00219,0.00283,0.00658,0.04879,0.43100,0.02385,0.02973,0.04370,0.07154,0.02278,19.01300,1,0.647900,0.708144,-4.378916,0.300067,2.445502,0.259451  },
                { "phon_R01_S33_4",113.16600,130.27000,100.67300,0.00502,0.00004,0.00257,0.00312,0.00772,0.05279,0.47600,0.02896,0.03347,0.04134,0.08689,0.03690,16.74700,1,0.625362,0.708617,-4.654894,0.304107,2.672362,0.274387  },
                { "phon_R01_S33_5",112.23900,126.60900,104.09500,0.00472,0.00004,0.00238,0.00290,0.00715,0.05643,0.51700,0.03070,0.03530,0.04451,0.09211,0.02629,17.36600,1,0.640945,0.701404,-5.634576,0.306014,2.419253,0.209191  },
                { "phon_R01_S33_6",116.15000,131.73100,109.81500,0.00381,0.00003,0.00181,0.00232,0.00542,0.03026,0.26700,0.01514,0.01812,0.02770,0.04543,0.01827,18.80100,1,0.624811,0.696049,-5.866357,0.233070,2.445646,0.184985  },
                { "phon_R01_S34_1",170.36800,268.79600,79.54300,0.00571,0.00003,0.00232,0.00269,0.00696,0.03273,0.28100,0.01713,0.01964,0.02824,0.05139,0.02485,18.54000,1,0.677131,0.685057,-4.796845,0.397749,2.963799,0.277227   },
                { "phon_R01_S34_2",208.08300,253.79200,91.80200,0.00757,0.00004,0.00428,0.00428,0.01285,0.06725,0.57100,0.04016,0.04003,0.04464,0.12047,0.04238,15.64800,1,0.606344,0.665945,-5.410336,0.288917,2.665133,0.231723   },
                { "phon_R01_S34_3",198.45800,219.29000,148.69100,0.00376,0.00002,0.00182,0.00215,0.00546,0.03527,0.29700,0.02055,0.02076,0.02530,0.06165,0.01728,18.70200,1,0.606273,0.661735,-5.585259,0.310746,2.465528,0.209863  },
                { "phon_R01_S34_4",202.80500,231.50800,86.23200,0.00370,0.00002,0.00189,0.00211,0.00568,0.01997,0.18000,0.01117,0.01177,0.01506,0.03350,0.02010,18.68700,1,0.536102,0.632631,-5.898673,0.213353,2.470746,0.189032   },
                { "phon_R01_S34_5",202.54400,241.35000,164.16800,0.00254,0.00001,0.00100,0.00133,0.00301,0.02662,0.22800,0.01475,0.01558,0.02006,0.04426,0.01049,20.68000,1,0.497480,0.630409,-6.132663,0.220617,2.576563,0.159777  },
                { "phon_R01_S34_6",223.36100,263.87200,87.63800,0.00352,0.00002,0.00169,0.00188,0.00506,0.02536,0.22500,0.01379,0.01478,0.01909,0.04137,0.01493,20.36600,1,0.566849,0.574282,-5.456811,0.345238,2.840556,0.232861   },
                { "phon_R01_S35_1",169.77400,191.75900,151.45100,0.01568,0.00009,0.00863,0.00946,0.02589,0.08143,0.82100,0.03804,0.05426,0.08808,0.11411,0.07530,12.35900,1,0.561610,0.793509,-3.297668,0.414758,3.413649,0.457533  },
                { "phon_R01_S35_2",183.52000,216.81400,161.34000,0.01466,0.00008,0.00849,0.00819,0.02546,0.06050,0.61800,0.02865,0.04101,0.06359,0.08595,0.06057,14.36700,1,0.478024,0.768974,-4.276605,0.355736,3.142364,0.336085  },
                { "phon_R01_S35_3",188.62000,216.30200,165.98200,0.01719,0.00009,0.00996,0.01027,0.02987,0.07118,0.72200,0.03474,0.04580,0.06824,0.10422,0.08069,12.29800,1,0.552870,0.764036,-3.377325,0.335357,3.274865,0.418646  },
                { "phon_R01_S35_4",202.63200,565.74000,177.25800,0.01627,0.00008,0.00919,0.00963,0.02756,0.07170,0.83300,0.03515,0.04265,0.06460,0.10546,0.07889,14.98900,1,0.427627,0.775708,-4.892495,0.262281,2.910213,0.270173  },
                { "phon_R01_S35_5",186.69500,211.96100,149.44200,0.01872,0.00010,0.01075,0.01154,0.03225,0.05830,0.78400,0.02699,0.03714,0.06259,0.08096,0.10952,12.52900,1,0.507826,0.762726,-4.484303,0.340256,2.958815,0.301487  },
                { "phon_R01_S35_6",192.81800,224.42900,168.79300,0.03107,0.00016,0.01800,0.01958,0.05401,0.11908,1.30200,0.05647,0.07940,0.13778,0.16942,0.21713,8.44100,1,0.625866,0.768320,-2.434031,0.450493,3.079221,0.527367   },
                { "phon_R01_S35_7",198.11600,233.09900,174.47800,0.02714,0.00014,0.01568,0.01699,0.04705,0.08684,1.01800,0.04284,0.05556,0.08318,0.12851,0.16265,9.44900,1,0.584164,0.754449,-2.839756,0.356224,3.184027,0.454721   },
                { "phon_R01_S37_1",121.34500,139.64400,98.25000,0.00684,0.00006,0.00388,0.00332,0.01164,0.02534,0.24100,0.01340,0.01399,0.02056,0.04019,0.04179,21.52000,1,0.566867,0.670475,-4.865194,0.246404,2.013530,0.168581   },
                { "phon_R01_S37_2",119.10000,128.44200,88.83300,0.00692,0.00006,0.00393,0.00300,0.01179,0.02682,0.23600,0.01484,0.01405,0.02018,0.04451,0.04611,21.82400,1,0.651680,0.659333,-4.239028,0.175691,2.451130,0.247455   },
                { "phon_R01_S37_3",117.87000,127.34900,95.65400,0.00647,0.00005,0.00356,0.00300,0.01067,0.03087,0.27600,0.01659,0.01804,0.02402,0.04977,0.02631,22.43100,1,0.628300,0.652025,-3.583722,0.207914,2.439597,0.206256   },
                { "phon_R01_S37_4",122.33600,142.36900,94.79400,0.00727,0.00006,0.00415,0.00339,0.01246,0.02293,0.22300,0.01205,0.01289,0.01771,0.03615,0.03191,22.95300,1,0.611679,0.623731,-5.435100,0.230532,2.699645,0.220546   },
                { "phon_R01_S37_5",117.96300,134.20900,100.75700,0.01813,0.00015,0.01117,0.00718,0.03351,0.04912,0.43800,0.02610,0.02161,0.02916,0.07830,0.10748,19.07500,1,0.630547,0.646786,-3.444478,0.303214,2.964568,0.261305  },
                { "phon_R01_S37_6",126.14400,154.28400,97.54300,0.00975,0.00008,0.00593,0.00454,0.01778,0.02852,0.26600,0.01500,0.01581,0.02157,0.04499,0.03828,21.53400,1,0.635015,0.627337,-5.070096,0.280091,2.892300,0.249703   },
                { "phon_R01_S39_1",127.93000,138.75200,112.17300,0.00605,0.00005,0.00321,0.00318,0.00962,0.03235,0.33900,0.01360,0.01650,0.03105,0.04079,0.02663,19.65100,1,0.654945,0.675865,-5.498456,0.234196,2.103014,0.216638  },
                { "phon_R01_S39_2",114.23800,124.39300,77.02200,0.00581,0.00005,0.00299,0.00316,0.00896,0.04009,0.40600,0.01579,0.01994,0.04114,0.04736,0.02073,20.43700,1,0.653139,0.694571,-5.185987,0.259229,2.151121,0.244948   },
                { "phon_R01_S39_3",115.32200,135.73800,107.80200,0.00619,0.00005,0.00352,0.00329,0.01057,0.03273,0.32500,0.01644,0.01722,0.02931,0.04933,0.02810,19.38800,1,0.577802,0.684373,-5.283009,0.226528,2.442906,0.238281  },
                { "phon_R01_S39_4",114.55400,126.77800,91.12100,0.00651,0.00006,0.00366,0.00340,0.01097,0.03658,0.36900,0.01864,0.01940,0.03091,0.05592,0.02707,18.95400,1,0.685151,0.719576,-5.529833,0.242750,2.408689,0.220520   },
                { "phon_R01_S39_5",112.15000,131.66900,97.52700,0.00519,0.00005,0.00291,0.00284,0.00873,0.01756,0.15500,0.00967,0.01033,0.01363,0.02902,0.01435,21.21900,1,0.557045,0.673086,-5.617124,0.184896,1.871871,0.212386   },
                { "phon_R01_S39_6",102.27300,142.83000,85.90200,0.00907,0.00009,0.00493,0.00461,0.01480,0.02814,0.27200,0.01579,0.01553,0.02073,0.04736,0.03882,18.44700,1,0.671378,0.674562,-2.929379,0.396746,2.560422,0.367233   },
                { "phon_R01_S42_1",236.20000,244.66300,102.13700,0.00277,0.00001,0.00154,0.00153,0.00462,0.02448,0.21700,0.01410,0.01426,0.01621,0.04231,0.00620,24.07800,0,0.469928,0.628232,-6.816086,0.172270,2.235197,0.119652  },
                { "phon_R01_S42_2",237.32300,243.70900,229.25600,0.00303,0.00001,0.00173,0.00159,0.00519,0.01242,0.11600,0.00696,0.00747,0.00882,0.02089,0.00533,24.67900,0,0.384868,0.626710,-7.018057,0.176316,1.852402,0.091604  },
                { "phon_R01_S42_3",260.10500,264.91900,237.30300,0.00339,0.00001,0.00205,0.00186,0.00616,0.02030,0.19700,0.01186,0.01230,0.01367,0.03557,0.00910,21.08300,0,0.440988,0.628058,-7.517934,0.160414,1.881767,0.075587  },
                { "phon_R01_S42_4",197.56900,217.62700,90.79400,0.00803,0.00004,0.00490,0.00448,0.01470,0.02177,0.18900,0.01279,0.01272,0.01439,0.03836,0.01337,19.26900,0,0.372222,0.725216,-5.736781,0.164529,2.882450,0.202879   },
                { "phon_R01_S42_5",240.30100,245.13500,219.78300,0.00517,0.00002,0.00316,0.00283,0.00949,0.02018,0.21200,0.01176,0.01191,0.01344,0.03529,0.00965,21.02000,0,0.371837,0.646167,-7.169701,0.073298,2.266432,0.100881  },
                { "phon_R01_S42_6",244.99000,272.21000,239.17000,0.00451,0.00002,0.00279,0.00237,0.00837,0.01897,0.18100,0.01084,0.01121,0.01255,0.03253,0.01049,21.52800,0,0.522812,0.646818,-7.304500,0.171088,2.095237,0.096220  },
                { "phon_R01_S43_1",112.54700,133.37400,105.71500,0.00355,0.00003,0.00166,0.00190,0.00499,0.01358,0.12900,0.00664,0.00786,0.01140,0.01992,0.00435,26.43600,0,0.413295,0.756700,-6.323531,0.218885,2.193412,0.160376  },
                { "phon_R01_S43_2",110.73900,113.59700,100.13900,0.00356,0.00003,0.00170,0.00200,0.00510,0.01484,0.13300,0.00754,0.00950,0.01285,0.02261,0.00430,26.55000,0,0.369090,0.776158,-6.085567,0.192375,1.889002,0.174152  },
                { "phon_R01_S43_3",113.71500,116.44300,96.91300,0.00349,0.00003,0.00171,0.00203,0.00514,0.01472,0.13300,0.00748,0.00905,0.01148,0.02245,0.00478,26.54700,0,0.380253,0.766700,-5.943501,0.192150,1.852542,0.179677   },
                { "phon_R01_S43_4",117.00400,144.46600,99.92300,0.00353,0.00003,0.00176,0.00218,0.00528,0.01657,0.14500,0.00881,0.01062,0.01318,0.02643,0.00590,25.44500,0,0.387482,0.756482,-6.012559,0.229298,1.872946,0.163118   },
                { "phon_R01_S43_5",115.38000,123.10900,108.63400,0.00332,0.00003,0.00160,0.00199,0.00480,0.01503,0.13700,0.00812,0.00933,0.01133,0.02436,0.00401,26.00500,0,0.405991,0.761255,-5.966779,0.197938,1.974857,0.184067  },
                { "phon_R01_S43_6",116.38800,129.03800,108.97000,0.00346,0.00003,0.00169,0.00213,0.00507,0.01725,0.15500,0.00874,0.01021,0.01331,0.02623,0.00415,26.14300,0,0.361232,0.763242,-6.016891,0.109256,2.004719,0.174429  },
                { "phon_R01_S44_1",151.73700,190.20400,129.85900,0.00314,0.00002,0.00135,0.00162,0.00406,0.01469,0.13200,0.00728,0.00886,0.01230,0.02184,0.00570,24.15100,1,0.396610,0.745957,-6.486822,0.197919,2.449763,0.132703  },
                { "phon_R01_S44_2",148.79000,158.35900,138.99000,0.00309,0.00002,0.00152,0.00186,0.00456,0.01574,0.14200,0.00839,0.00956,0.01309,0.02518,0.00488,24.41200,1,0.402591,0.762508,-6.311987,0.182459,2.251553,0.160306  },
                { "phon_R01_S44_3",148.14300,155.98200,135.04100,0.00392,0.00003,0.00204,0.00231,0.00612,0.01450,0.13100,0.00725,0.00876,0.01263,0.02175,0.00540,23.68300,1,0.398499,0.778349,-5.711205,0.240875,2.845109,0.192730  },
                { "phon_R01_S44_4",150.44000,163.44100,144.73600,0.00396,0.00003,0.00206,0.00233,0.00619,0.02551,0.23700,0.01321,0.01574,0.02148,0.03964,0.00611,23.13300,1,0.352396,0.759320,-6.261446,0.183218,2.264226,0.144105  },
                { "phon_R01_S44_5",148.46200,161.07800,141.99800,0.00397,0.00003,0.00202,0.00235,0.00605,0.01831,0.16300,0.00950,0.01103,0.01559,0.02849,0.00639,22.86600,1,0.408598,0.768845,-5.704053,0.216204,2.679185,0.197710  },
                { "phon_R01_S44_6",149.81800,163.41700,144.78600,0.00336,0.00002,0.00174,0.00198,0.00521,0.02145,0.19800,0.01155,0.01341,0.01666,0.03464,0.00595,23.00800,1,0.329577,0.757180,-6.277170,0.109397,2.209021,0.156368  },
                { "phon_R01_S49_1",117.22600,123.92500,106.65600,0.00417,0.00004,0.00186,0.00270,0.00558,0.01909,0.17100,0.00864,0.01223,0.01949,0.02592,0.00955,23.07900,0,0.603515,0.669565,-5.619070,0.191576,2.027228,0.215724  },
                { "phon_R01_S49_2",116.84800,217.55200,99.50300,0.00531,0.00005,0.00260,0.00346,0.00780,0.01795,0.16300,0.00810,0.01144,0.01756,0.02429,0.01179,22.08500,0,0.663842,0.656516,-5.198864,0.206768,2.120412,0.252404   },
                { "phon_R01_S49_3",116.28600,177.29100,96.98300,0.00314,0.00003,0.00134,0.00192,0.00403,0.01564,0.13600,0.00667,0.00990,0.01691,0.02001,0.00737,24.19900,0,0.598515,0.654331,-5.592584,0.133917,2.058658,0.214346   },
                { "phon_R01_S49_4",116.55600,592.03000,86.22800,0.00496,0.00004,0.00254,0.00263,0.00762,0.01660,0.15400,0.00820,0.00972,0.01491,0.02460,0.01397,23.95800,0,0.566424,0.667654,-6.431119,0.153310,2.161936,0.120605   },
                { "phon_R01_S49_5",116.34200,581.28900,94.24600,0.00267,0.00002,0.00115,0.00148,0.00345,0.01300,0.11700,0.00631,0.00789,0.01144,0.01892,0.00680,25.02300,0,0.528485,0.663884,-6.359018,0.116636,2.152083,0.138868   },
                { "phon_R01_S49_6",114.56300,119.16700,86.64700,0.00327,0.00003,0.00146,0.00184,0.00439,0.01185,0.10600,0.00557,0.00721,0.01095,0.01672,0.00703,24.77500,0,0.555303,0.659132,-6.710219,0.149694,1.913990,0.121777   },
                { "phon_R01_S50_1",201.77400,262.70700,78.22800,0.00694,0.00003,0.00412,0.00396,0.01235,0.02574,0.25500,0.01454,0.01582,0.01758,0.04363,0.04441,19.36800,0,0.508479,0.683761,-6.934474,0.159890,2.316346,0.112838   },
                { "phon_R01_S50_2",174.18800,230.97800,94.26100,0.00459,0.00003,0.00263,0.00259,0.00790,0.04087,0.40500,0.02336,0.02498,0.02745,0.07008,0.02764,19.51700,0,0.448439,0.657899,-6.538586,0.121952,2.657476,0.133050   },
                { "phon_R01_S50_3",209.51600,253.01700,89.48800,0.00564,0.00003,0.00331,0.00292,0.00994,0.02751,0.26300,0.01604,0.01657,0.01879,0.04812,0.01810,19.14700,0,0.431674,0.683244,-6.195325,0.129303,2.784312,0.168895   },
                { "phon_R01_S50_4",174.68800,240.00500,74.28700,0.01360,0.00008,0.00624,0.00564,0.01873,0.02308,0.25600,0.01268,0.01365,0.01667,0.03804,0.10715,17.88300,0,0.407567,0.655683,-6.787197,0.158453,2.679772,0.131728   },
                { "phon_R01_S50_5",198.76400,396.96100,74.90400,0.00740,0.00004,0.00370,0.00390,0.01109,0.02296,0.24100,0.01265,0.01321,0.01588,0.03794,0.07223,19.02000,0,0.451221,0.643956,-6.744577,0.207454,2.138608,0.123306   },
                { "phon_R01_S50_6",214.28900,260.27700,77.97300,0.00567,0.00003,0.00295,0.00317,0.00885,0.01884,0.19000,0.01026,0.01161,0.01373,0.03078,0.04398,21.20900,0,0.462803,0.664357,-5.724056,0.190667,2.555477,0.148569   },
            };

            ClassNames = new[]
            {
                "Parkinson", "Healthy"
            };

            VariableNames = new[]
            {
                // "name",
                "MDVP:Fo(Hz)",
                "MDVP:Fhi(Hz)",
                "MDVP:Flo(Hz)",
                "MDVP:Jitter(%)",
                "MDVP:Jitter(Abs)",
                "MDVP:RAP",
                "MDVP:PPQ",
                "Jitter:DDP",
                "MDVP:Shimmer",
                "MDVP:Shimmer(dB)",
                "Shimmer:APQ3",
                "Shimmer:APQ5",
                "MDVP:APQ",
                "Shimmer:DDA",
                "NHR",
                "HNR",
                // "status",
                "RPDE",
                "DFA",
                "spread1",
                "spread2",
                "D2",
                "PPE"
            };


            int n = data.GetLength(0);
            Features = new double[n][];
            InstanceIds = new string[n];
            ClassLabels = new int[n];
            for (int i = 0; i < Features.Length; i++)
            {
                Features[i] = new double[22];
                for (int j = 0; j < 16; j++)
                    Features[i][j] = (double)data[i, j + 1];
                for (int j = 16; j < 22; j++)
                    Features[i][j] = (double)data[i, j + 2];
                ClassLabels[i] = (int)data[i, 17];
                InstanceIds[i] = (string)data[i, 0];
            }

        }

    }
}
